Overview

Dataset info

Number of variables55
Number of observations548
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory235.5 KiB
Average record size in memory440.1 B

Variables types

Numeric12
Categorical10
Boolean28
Date0
URL0
Text (Unique)1
Rejected4
Unsupported0

Warnings

income_organic is highly correlated with cotton_income (ρ = 0.9474788985) Rejected
intercrop_rate is highly correlated with cotton_price (ρ = 0.9033087717) Rejected
irrigation_status is highly correlated with irrigation_source_0 (ρ = 0.994459343) Rejected
seed_type is highly correlated with intercrop_rate (ρ = 0.998407077) Rejected

Variables

animal_cost
Categorical

Distinct count3
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
-0.4274480728
460
2.46442284
 
74
1.018487383
 
14
ValueCountFrequency (%) 
-0.4274480728 460 83.9%
 
2.46442284 74 13.5%
 
1.018487383 14 2.6%
 
Max length19
Mean length18.67883212
Min length17
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

bank_account
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
542
1
 
6
ValueCountFrequency (%) 
0 542 98.9%
 
1 6 1.1%
 

bicycle
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
382
1
166
ValueCountFrequency (%) 
0 382 69.7%
 
1 166 30.3%
 

biopesticide
Numeric

Distinct count7
Unique (%)1.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.730367674e-15
Minimum-0.4163991543
Maximum4.427002991
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-0.4163991543
5-th percentile-0.4163991543
Q1-0.4163991543
Median-0.4163991543
Q3-0.4163991543
95-th percentile2.317779476
Maximum4.427002991
Range4.843402145
Interquartile range0

Descriptive statistics

Standard deviation1.000913659
Coef of variation5.784398741e+14
Kurtosis7.381575846
Mean1.730367674e-15
MAD0.6717095846
Skewness2.721423353
Sum-5.684341886e-14
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[-0.41639915 -0.02580221 2.39589887 4.42700299], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.4163991543 442 80.7%
 
1.145988634 33 6.0%
 
0.3647947401 23 4.2%
 
2.083421308 19 3.5%
 
4.427002991 12 2.2%
 
2.317779476 12 2.2%
 
2.474018255 7 1.3%
 

Minimum 5 values

ValueCountFrequency (%) 
-0.4163991543 442 80.7%
 
0.3647947401 23 4.2%
 
1.145988634 33 6.0%
 
2.083421308 19 3.5%
 
2.317779476 12 2.2%
 

Maximum 5 values

ValueCountFrequency (%) 
4.427002991 12 2.2%
 
2.474018255 7 1.3%
 
2.317779476 12 2.2%
 
2.083421308 19 3.5%
 
1.145988634 33 6.0%
 

buffalos
Categorical

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0.4925752587
441
-2.030146627
107
ValueCountFrequency (%) 
0.4925752587 441 80.5%
 
-2.030146627 107 19.5%
 
Max length19
Mean length19
Min length19
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

bulls
Categorical

Distinct count3
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
0.2809505969
507
-3.384785762
 
40
-7.050522121
 
1
ValueCountFrequency (%) 
0.2809505969 507 92.5%
 
-3.384785762 40 7.3%
 
-7.050522121 1 0.2%
 
Max length19
Mean length18.99817518
Min length18
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

car
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
1
537
0
 
11
ValueCountFrequency (%) 
1 537 98.0%
 
0 11 2.0%
 

cell_phone
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
533
1
 
15
ValueCountFrequency (%) 
0 533 97.3%
 
1 15 2.7%
 

cooler
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
519
1
 
29
ValueCountFrequency (%) 
0 519 94.7%
 
1 29 5.3%
 

cotton_income
Numeric

Distinct count291
Unique (%)53.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.383321681e-15
Minimum-1.072786749
Maximum2.453964139
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1.072786749
5-th percentile-1.072786749
Q1-1.072786749
Median0.252984844
Q30.6279147516
95-th percentile1.96022509
Maximum2.453964139
Range3.526750888
Interquartile range1.700701501

Descriptive statistics

Standard deviation1.000913659
Coef of variation7.235581377e+14
Kurtosis-0.8881390903
Mean1.383321681e-15
MAD0.8775399186
Skewness0.3455114023
Sum2.842170943e-14
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.07278675 -0.5548914 -0.03618605 0.12951009 0.68808781 0.90716311 2.45396414], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1.072786749 224 40.9%
 
0.5716195778 3 0.5%
 
0.5087431336 3 0.5%
 
0.5310182024 3 0.5%
 
0.2525798428 2 0.4%
 
0.7517438839 2 0.4%
 
0.08632682948 2 0.4%
 
0.3194050491 2 0.4%
 
0.6681921259 2 0.4%
 
0.519880668 2 0.4%
 
Other values (281) 303 55.3%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.072786749 224 40.9%
 
-0.03699605127 1 0.2%
 
-0.03537604626 1 0.2%
 
-0.02780252288 1 0.2%
 
-0.02433976219 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
2.453964139 1 0.2%
 
2.39580596 1 0.2%
 
2.249134757 1 0.2%
 
2.241075232 1 0.2%
 
2.222121174 1 0.2%
 

cotton_price
Numeric

Distinct count37
Unique (%)6.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean7.787768808e-16
Minimum-1.201799502
Maximum1.0250595
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1.201799502
5-th percentile-1.201799502
Q1-1.201799502
Median0.7838164416
Q30.8394879166
95-th percentile0.8728908016
Maximum1.0250595
Range2.226859002
Interquartile range2.041287418

Descriptive statistics

Standard deviation1.000913659
Coef of variation1.285238024e+15
Kurtosis-1.865018605
Mean7.787768808e-16
MAD0.9824930232
Skewness-0.367616491
Sum-5.684341886e-14
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=37)
Histogram
Histogram with variable size bins (bins=[-1.2017995 -0.22754869 0.75783642 0.79309502 0.80051788 ... 0.84134363 0.86732365 0.8840251 0.98794518 1.0250595 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1.201799502 224 40.9%
 
0.8394879166 51 9.3%
 
0.8209307583 35 6.4%
 
0.8023735999 28 5.1%
 
0.7652592832 20 3.6%
 
0.7838164416 15 2.7%
 
0.8543336433 14 2.6%
 
0.8283536216 13 2.4%
 
1.0250595 12 2.2%
 
0.8246421899 12 2.2%
 
Other values (27) 124 22.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.201799502 224 40.9%
 
0.7467021249 2 0.4%
 
0.7504135565 1 0.2%
 
0.7652592832 20 3.6%
 
0.7689707149 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
1.0250595 12 2.2%
 
0.9508308667 1 0.2%
 
0.91371655 1 0.2%
 
0.89144796 3 0.5%
 
0.8766022333 10 1.8%
 

cows
Categorical

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
-0.155881575
535
6.415126355
 
13
ValueCountFrequency (%) 
-0.155881575 535 97.6%
 
6.415126355 13 2.4%
 
Max length20
Mean length19.92883212
Min length17
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

crop_insurance
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
351
1
197
ValueCountFrequency (%) 
0 351 64.1%
 
1 197 35.9%
 

drinking_water_1
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
543
1
 
5
ValueCountFrequency (%) 
0 543 99.1%
 
1 5 0.9%
 

drinking_water_2
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
547
1
 
1
ValueCountFrequency (%) 
0 547 99.8%
 
1 1 0.2%
 

drinking_water_3
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
544
1
 
4
ValueCountFrequency (%) 
0 544 99.3%
 
1 4 0.7%
 

drinking_water_4
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
1
538
0
 
10
ValueCountFrequency (%) 
1 538 98.2%
 
0 10 1.8%
 

education
Numeric

Distinct count7
Unique (%)1.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.431145309e-17
Minimum-5.653539734
Maximum6.111548016
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-5.653539734
5-th percentile-1.731843817
Q10.2290041411
Median0.2290041411
Q30.2290041411
95-th percentile0.2290041411
Maximum6.111548016
Range11.76508775
Interquartile range0

Descriptive statistics

Standard deviation1.000913659
Coef of variation4.117045804e+16
Kurtosis12.48094952
Mean2.431145309e-17
MAD0.503401667
Skewness-1.09249372
Sum-1.705302566e-13
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[-5.65353973 -4.67311575 -2.7122678 -0.75141984 1.20942812 6.11154802], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.2290041411 485 88.5%
 
-1.731843817 38 6.9%
 
-3.692691776 18 3.3%
 
4.150700058 3 0.5%
 
6.111548016 2 0.4%
 
2.189852099 1 0.2%
 
-5.653539734 1 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
-5.653539734 1 0.2%
 
-3.692691776 18 3.3%
 
-1.731843817 38 6.9%
 
0.2290041411 485 88.5%
 
2.189852099 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
6.111548016 2 0.4%
 
4.150700058 3 0.5%
 
2.189852099 1 0.2%
 
0.2290041411 485 88.5%
 
-1.731843817 38 6.9%
 

electricity
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
545
1
 
3
ValueCountFrequency (%) 
0 545 99.5%
 
1 3 0.5%
 

farmer_id
Categorical, Unique

First 5 values
c1
c10
c11
c12
c13
Last 5 values
t95
t96
t97
t98
t99

First 5 values

ValueCountFrequency (%) 
c1 1 0.2%
 
c10 1 0.2%
 
c11 1 0.2%
 
c12 1 0.2%
 
c13 1 0.2%
 

Last 5 values

ValueCountFrequency (%) 
t99 1 0.2%
 
t98 1 0.2%
 
t97 1 0.2%
 
t96 1 0.2%
 
t95 1 0.2%
 

fertiliser
Categorical

Distinct count3
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
0.6763076397
363
-1.69943971
127
-0.5115660351
 
58
ValueCountFrequency (%) 
0.6763076397 363 66.2%
 
-1.69943971 127 23.2%
 
-0.5115660351 58 10.6%
 
Max length19
Mean length18.10583942
Min length18
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

fridge
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
1
302
0
246
ValueCountFrequency (%) 
1 302 55.1%
 
0 246 44.9%
 

goats
Categorical

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0.4462339369
457
-2.240977024
 
91
ValueCountFrequency (%) 
0.4462339369 457 83.4%
 
-2.240977024 91 16.6%
 
Max length19
Mean length19
Min length19
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

housing_1
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
307
1
241
ValueCountFrequency (%) 
0 307 56.0%
 
1 241 44.0%
 

housing_2
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
1
298
0
250
ValueCountFrequency (%) 
1 298 54.4%
 
0 250 45.6%
 

housing_3
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
539
1
 
9
ValueCountFrequency (%) 
0 539 98.4%
 
1 9 1.6%
 

income_intercrop
Numeric

Distinct count234
Unique (%)42.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.828232377e-16
Minimum-1.088924941
Maximum2.856724788
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1.088924941
5-th percentile-1.088924941
Q1-1.088924941
Median0.1784655779
Q30.48961087
95-th percentile2.194904128
Maximum2.856724788
Range3.945649728
Interquartile range1.578535811

Descriptive statistics

Standard deviation1.000913659
Coef of variation3.539007854e+15
Kurtosis-0.002048177647
Mean2.828232377e-16
MAD0.8114149475
Skewness0.6506089692
Sum0
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.08892494 -0.69344024 -0.28618296 0.15675991 0.59252887 0.74134148 2.85672479], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1.088924941 198 36.1%
 
0.07803085758 5 0.9%
 
0.4606393161 5 0.9%
 
0.2818434403 5 0.9%
 
0.2693350868 5 0.9%
 
0.4032480473 4 0.7%
 
0.4805055245 4 0.7%
 
0.2564588406 4 0.7%
 
0.1825123982 4 0.7%
 
0.4683650638 4 0.7%
 
Other values (224) 310 56.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.088924941 198 36.1%
 
-0.2979555315 1 0.2%
 
-0.2744103956 1 0.2%
 
-0.2663167551 1 0.2%
 
-0.2633736131 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
2.856724788 1 0.2%
 
2.715086079 2 0.4%
 
2.64150753 1 0.2%
 
2.613915574 1 0.2%
 
2.593681472 1 0.2%
 

income_organic
Highly correlated

This variable is highly correlated with cotton_income and should be ignored for analysis

Correlation0.9474788985

income_other
Numeric

Distinct count19
Unique (%)3.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.50072574e-16
Minimum-0.4727247251
Maximum14.35579566
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-0.4727247251
5-th percentile-0.2465564438
Q1-0.1421710832
Median-0.1421710832
Q3-0.02618734928
95-th percentile0.2196981667
Maximum14.35579566
Range14.82852039
Interquartile range0.115983734

Descriptive statistics

Standard deviation1.000913659
Coef of variation6.669530833e+15
Kurtosis167.0558621
Mean1.50072574e-16
MAD0.2428126021
Skewness12.52683971
Sum-1.065814104e-14
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=19)
Histogram
Histogram with variable size bins (bins=[-0.47272473 -0.3074479 -0.19436376 -0.1363719 -0.02038816 0.1025546 0.16750549 0.22549735 0.44441665 14.35579566], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.1421710832 285 52.0%
 
-0.2465564438 66 12.0%
 
0.2196981667 66 12.0%
 
-0.02618734928 37 6.8%
 
-0.1305727099 34 6.2%
 
0.1153128062 26 4.7%
 
-0.3683393645 8 1.5%
 
0.4371676679 7 1.3%
 
0.2312965401 4 0.7%
 
0.08979638469 3 0.5%
 
Other values (9) 12 2.2%
 

Minimum 5 values

ValueCountFrequency (%) 
-0.4727247251 2 0.4%
 
-0.4240115568 1 0.2%
 
-0.3683393645 8 1.5%
 
-0.2465564438 66 12.0%
 
-0.1421710832 285 52.0%
 

Maximum 5 values

ValueCountFrequency (%) 
14.35579566 2 0.4%
 
8.568207338 1 0.2%
 
6.700289302 1 0.2%
 
0.4516656347 1 0.2%
 
0.4371676679 7 1.3%
 

input_cost
Numeric

Distinct count6
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-5.678750252e-16
Minimum-0.315000907
Maximum3.786781185
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-0.315000907
5-th percentile-0.315000907
Q1-0.315000907
Median-0.315000907
Q3-0.315000907
95-th percentile2.977513852
Maximum3.786781185
Range4.101782092
Interquartile range0

Descriptive statistics

Standard deviation1.000913659
Coef of variation-1.762559745e+15
Kurtosis6.676038703
Mean-5.678750252e-16
MAD0.5725198966
Skewness2.912307231
Sum1.421085472e-14
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=6)
Histogram
Histogram with variable size bins (bins=[-0.31500091 1.2752212 2.92147858 3.23468627 3.58033544 3.78678118], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.315000907 498 90.9%
 
2.865443303 19 3.5%
 
2.977513852 12 2.2%
 
3.786781185 11 2.0%
 
3.095482851 7 1.3%
 
3.373889689 1 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
-0.315000907 498 90.9%
 
2.865443303 19 3.5%
 
2.977513852 12 2.2%
 
3.095482851 7 1.3%
 
3.373889689 1 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
3.786781185 11 2.0%
 
3.373889689 1 0.2%
 
3.095482851 7 1.3%
 
2.977513852 12 2.2%
 
2.865443303 19 3.5%
 

intercrop_rate
Highly correlated

This variable is highly correlated with cotton_price and should be ignored for analysis

Correlation0.9033087717

irrigation_cost
Numeric

Distinct count9
Unique (%)1.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-1.665334537e-16
Minimum-1.82882856
Maximum1.79125237
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1.82882856
5-th percentile-1.82882856
Q10.2659373711
Median0.2659373711
Q30.713363104
95-th percentile0.9675822705
Maximum1.79125237
Range3.62008093
Interquartile range0.4474257329

Descriptive statistics

Standard deviation1.000913659
Coef of variation-6.010285845e+15
Kurtosis-0.3090260695
Mean-1.665334537e-16
MAD0.7925117269
Skewness-1.045361477
Sum2.486899575e-14
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[-1.82882856 -1.00261627 0.0447667 0.42609545 0.64980831 0.7438694 0.87097899 1.15570445 1.79125237], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.2659373711 210 38.3%
 
0.713363104 131 23.9%
 
-1.82882856 117 21.4%
 
0.5862535208 29 5.3%
 
1.343826637 23 4.2%
 
-0.1764039785 18 3.3%
 
0.774375704 14 2.6%
 
1.79125237 4 0.7%
 
0.9675822705 2 0.4%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.82882856 117 21.4%
 
-0.1764039785 18 3.3%
 
0.2659373711 210 38.3%
 
0.5862535208 29 5.3%
 
0.713363104 131 23.9%
 

Maximum 5 values

ValueCountFrequency (%) 
1.79125237 4 0.7%
 
1.343826637 23 4.2%
 
0.9675822705 2 0.4%
 
0.774375704 14 2.6%
 
0.713363104 131 23.9%
 

irrigation_source_0
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
434
1
114
ValueCountFrequency (%) 
0 434 79.2%
 
1 114 20.8%
 

irrigation_source_1
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
493
1
 
55
ValueCountFrequency (%) 
0 493 90.0%
 
1 55 10.0%
 

irrigation_source_2
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
1
320
0
228
ValueCountFrequency (%) 
1 320 58.4%
 
0 228 41.6%
 

irrigation_source_3
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
542
1
 
6
ValueCountFrequency (%) 
0 542 98.9%
 
1 6 1.1%
 

irrigation_source_4
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
498
1
 
50
ValueCountFrequency (%) 
0 498 90.9%
 
1 50 9.1%
 

irrigation_source_6
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
545
1
 
3
ValueCountFrequency (%) 
0 545 99.5%
 
1 3 0.5%
 

irrigation_status
Highly correlated

This variable is highly correlated with irrigation_source_0 and should be ignored for analysis

Correlation0.994459343

labour_cost
Numeric

Distinct count11
Unique (%)2.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.090593475e-16
Minimum-1.262520433
Maximum1.470001394
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1.262520433
5-th percentile-1.262520433
Q1-1.262520433
Median0.003770169869
Q30.8035326557
95-th percentile1.290054835
Maximum1.470001394
Range2.732521827
Interquartile range2.066053088

Descriptive statistics

Standard deviation1.000913659
Coef of variation3.23858077e+15
Kurtosis-1.626650278
Mean3.090593475e-16
MAD0.9256787914
Skewness-0.1612085535
Sum2.842170943e-14
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=11)
Histogram
Histogram with variable size bins (bins=[-1.26252043 -0.9626095 -0.56272826 -0.0628767 0.07041704 0.47029829 1.00347328 1.47000139], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.8035326557 178 32.5%
 
-1.262520433 176 32.1%
 
1.203413899 59 10.8%
 
-0.3961110731 42 7.7%
 
-0.1295235778 31 5.7%
 
-0.4627579469 19 3.5%
 
1.336707646 16 2.9%
 
1.470001394 12 2.2%
 
0.003770169869 8 1.5%
 
0.1370639175 4 0.7%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.262520433 176 32.1%
 
-0.6626985684 3 0.5%
 
-0.4627579469 19 3.5%
 
-0.3961110731 42 7.7%
 
-0.1295235778 31 5.7%
 

Maximum 5 values

ValueCountFrequency (%) 
1.470001394 12 2.2%
 
1.336707646 16 2.9%
 
1.203413899 59 10.8%
 
0.8035326557 178 32.5%
 
0.1370639175 4 0.7%
 

life_insurance
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
284
1
264
ValueCountFrequency (%) 
0 284 51.8%
 
1 264 48.2%
 

livestock_income
Numeric

Distinct count16
Unique (%)2.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.179105475e-16
Minimum-2.435206038
Maximum3.299890447
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-2.435206038
5-th percentile-1.032014301
Q1-0.3843873454
Median-0.3843873454
Q30.3351981609
95-th percentile1.860719434
Maximum3.299890447
Range5.735096485
Interquartile range0.7195855063

Descriptive statistics

Standard deviation1.000913659
Coef of variation8.488754234e+15
Kurtosis0.9871947824
Mean1.179105475e-16
MAD0.7688727908
Skewness1.188064105
Sum2.131628207e-14
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=16)
Histogram
Histogram with variable size bins (bins=[-2.43520604 -1.40979669 -0.70820082 -0.34840807 0.37117744 1.13393807 1.53690596 1.89669871 3.29989045], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.3843873454 287 52.4%
 
-1.032014301 66 12.0%
 
1.860719434 66 12.0%
 
0.3351981609 37 6.8%
 
-0.3124287947 35 6.4%
 
1.213092479 26 4.7%
 
-1.787579083 8 1.5%
 
3.209942259 8 1.5%
 
1.932677985 4 0.7%
 
1.054783667 3 0.5%
 
Other values (6) 8 1.5%
 

Minimum 5 values

ValueCountFrequency (%) 
-2.435206038 2 0.4%
 
-2.132980126 1 0.2%
 
-1.787579083 8 1.5%
 
-1.032014301 66 12.0%
 
-0.3843873454 287 52.4%
 

Maximum 5 values

ValueCountFrequency (%) 
3.299890447 1 0.2%
 
3.209942259 8 1.5%
 
2.580304941 1 0.2%
 
1.932677985 4 0.7%
 
1.860719434 66 12.0%
 

loan
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
1
546
0
 
2
ValueCountFrequency (%) 
1 546 99.6%
 
0 2 0.4%
 

machinery_cost
Numeric

Distinct count5
Unique (%)0.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-2.828232377e-16
Minimum-1.86195125
Maximum2.671413836
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1.86195125
5-th percentile-0.7499937763
Q1-0.7499937763
Median-0.7499937763
Q30.9607100298
95-th percentile0.9607100298
Maximum2.671413836
Range4.533365086
Interquartile range1.710703806

Descriptive statistics

Standard deviation1.000913659
Coef of variation-3.539007854e+15
Kurtosis-0.4339470405
Mean-2.828232377e-16
MAD0.9250608728
Skewness0.6132465917
Sum-4.97379915e-14
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
-0.7499937763 304 55.5%
 
0.9607100298 211 38.5%
 
2.671413836 19 3.5%
 
-1.86195125 13 2.4%
 
-1.263204918 1 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.86195125 13 2.4%
 
-1.263204918 1 0.2%
 
-0.7499937763 304 55.5%
 
0.9607100298 211 38.5%
 
2.671413836 19 3.5%
 

Maximum 5 values

ValueCountFrequency (%) 
2.671413836 19 3.5%
 
0.9607100298 211 38.5%
 
-0.7499937763 304 55.5%
 
-1.263204918 1 0.2%
 
-1.86195125 13 2.4%
 

motorcycle
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
449
1
99
ValueCountFrequency (%) 
0 449 81.9%
 
1 99 18.1%
 

other_cost
Categorical

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
-0.8440971508
320
1.184697756
228
ValueCountFrequency (%) 
-0.8440971508 320 58.4%
 
1.184697756 228 41.6%
 
Max length19
Mean length18.58394161
Min length18
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

ploughing_cart
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
1
487
0
 
61
ValueCountFrequency (%) 
1 487 88.9%
 
0 61 11.1%
 

postharvest_acre
Categorical

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
-0.3373738849
492
2.96407056
 
56
ValueCountFrequency (%) 
-0.3373738849 492 89.8%
 
2.96407056 56 10.2%
 
Max length19
Mean length18.79562044
Min length17
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

poultry
Categorical

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0.3133630367
499
-3.191186843
 
49
ValueCountFrequency (%) 
0.3133630367 499 91.1%
 
-3.191186843 49 8.9%
 
Max length18
Mean length18
Min length18
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

seed_type
Highly correlated

This variable is highly correlated with intercrop_rate and should be ignored for analysis

Correlation0.998407077

sheep
Categorical

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0.1619173507
534
-6.175990377
 
14
ValueCountFrequency (%) 
0.1619173507 534 97.4%
 
-6.175990377 14 2.6%
 
Max length19
Mean length18.97445255
Min length18
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

total_cost
Numeric

Distinct count66
Unique (%)12.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-1.421207029e-15
Minimum-1.23700807
Maximum3.659517143
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1.23700807
5-th percentile-1.055627293
Q1-0.6777506753
Median-0.02629138628
Q30.2291532073
95-th percentile2.577845325
Maximum3.659517143
Range4.896525213
Interquartile range0.9069038826

Descriptive statistics

Standard deviation1.000913659
Coef of variation-7.042701303e+14
Kurtosis2.364844135
Mean-1.421207029e-15
MAD0.6966189775
Skewness1.627393375
Sum-1.705302566e-13
Variance1.001828154
Memory size4.4 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.23700807 -1.14631768 -0.69664451 -0.59272844 -0.46991854 ... 0.36367728 0.54052354 0.73399637 3.06020483 3.65951714], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.6777506753 112 20.4%
 
0.04928393727 90 16.4%
 
-0.02629138628 54 9.9%
 
-1.055627293 35 6.4%
 
-0.9422643077 21 3.8%
 
0.6538865257 20 3.6%
 
-0.4321308738 19 3.5%
 
0.2291532073 19 3.5%
 
-0.8100074915 15 2.7%
 
-0.7533259988 14 2.6%
 
Other values (56) 149 27.2%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.23700807 1 0.2%
 
-1.055627293 35 6.4%
 
-1.017839631 13 2.4%
 
-0.9422643077 21 3.8%
 
-0.8100074915 15 2.7%
 

Maximum 5 values

ValueCountFrequency (%) 
3.659517143 1 0.2%
 
3.58394182 2 0.4%
 
3.395003511 1 0.2%
 
3.0654951 1 0.2%
 
3.054914555 1 0.2%
 

tractor
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
1
531
0
 
17
ValueCountFrequency (%) 
1 531 96.9%
 
0 17 3.1%
 

tv
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
545
1
 
3
ValueCountFrequency (%) 
0 545 99.5%
 
1 3 0.5%
 

weeder
Boolean

Distinct count2
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
0
274
1
274
ValueCountFrequency (%) 
0 274 50.0%
 
1 274 50.0%
 

Correlations

Missing values

Sample

First rows

animal_costbank_accountbicyclebiopesticidebuffalosbullscarcell_phonecoolercotton_incomecotton_pricecowscrop_insurancedrinking_water_1drinking_water_2drinking_water_3drinking_water_4educationelectricityfarmer_idfertiliserfridgegoatshousing_1housing_2housing_3income_intercropincome_organicincome_otherinput_costintercrop_rateirrigation_costirrigation_source_0irrigation_source_1irrigation_source_2irrigation_source_3irrigation_source_4irrigation_source_6irrigation_statuslabour_costlife_insurancelivestock_incomeloanmachinery_costmotorcycleother_costploughing_cartpostharvest_acrepoultryseed_typesheeptotal_costtractortvweeder
0-0.4274480.00.04.4270030.4925750.2809511.00.00.02.2491350.820931-0.1558820.00.00.00.01.00.2290040.0c1-1.699440.00.4462340.01.00.01.1368262.272159-0.1421713.7867810.8455360.2659370.01.00.00.00.00.00.01.4700010.0-0.3843871.0-0.7499940.0-0.8440970.0-0.3373740.3133631.00.1619172.9793391.00.01.0
12.4644230.00.02.4740180.4925750.2809511.00.00.01.7134600.824642-0.1558821.00.00.00.01.00.2290040.0c10-1.699440.00.4462340.01.00.00.3892681.372665-0.2465563.0954830.608486-1.8288291.00.00.00.00.00.01.01.2034141.0-1.0320141.0-0.7499940.0-0.8440971.0-0.3373740.3133631.00.1619172.6785491.00.01.0
2-0.4274480.01.04.4270030.4925750.2809511.00.00.02.2088980.809796-0.1558821.00.00.00.01.00.2290040.0c11-1.699440.00.4462341.00.00.02.5465912.192628-0.1421713.7867810.8060280.2659370.01.00.00.00.00.00.01.4700010.0-0.3843871.0-0.7499940.0-0.8440971.0-0.3373740.3133631.00.1619172.9793391.00.01.0
32.4644230.00.04.427003-2.030147-3.3847861.00.00.02.1469330.854334-0.1558820.00.00.00.01.00.2290040.0c12-1.699440.00.4462341.00.00.01.9693671.8500090.1153133.3738900.6875030.2659370.01.00.00.00.00.00.01.4700010.01.2130921.0-0.7499940.01.1846981.0-0.3373740.3133631.00.1619173.3950041.00.01.0
42.4644230.00.02.0834210.4925750.2809511.00.00.01.8523960.791239-0.1558821.00.00.00.01.00.2290040.0c13-1.699440.00.4462341.00.00.01.1184321.560425-0.2465562.8654430.6479940.2659370.01.00.00.00.00.00.01.2034141.0-1.0320141.0-0.7499940.0-0.8440971.0-0.3373740.3133631.00.1619172.8425481.00.01.0
52.4644230.01.02.0834210.4925750.2809511.00.00.02.0848660.843199-0.1558821.00.00.00.01.00.2290040.0c14-1.699441.0-2.2409771.00.00.01.4936821.979892-0.1305732.8654430.7270110.2659370.01.00.00.00.00.00.01.2034141.0-0.3124291.0-0.7499940.01.1846981.0-0.3373740.3133631.00.1619172.9181231.00.01.0
6-0.4274480.01.02.4740180.4925750.2809511.00.00.01.6504010.8691796.4151261.00.00.00.01.00.2290040.0c15-1.699441.00.4462340.01.00.00.9175621.528204-0.3683393.0954830.806028-1.8288291.00.00.00.00.00.01.01.2034141.0-1.7875791.0-0.7499940.01.1846981.0-0.3373740.3133631.00.1619172.1495221.00.01.0
7-0.4274480.00.04.4270030.4925750.2809511.00.00.01.8250780.872891-0.1558821.00.00.00.01.00.2290040.0c16-1.699441.00.4462340.01.00.01.1772941.558864-0.1421713.7867810.845536-1.8288291.00.00.00.00.00.01.01.4700011.0-0.3843871.0-0.7499941.01.1846981.0-0.3373740.3133631.00.1619172.7435441.00.01.0
8-0.4274480.00.02.0834210.4925750.2809510.00.00.01.9564610.809796-0.1558820.01.00.00.00.00.2290040.0c17-1.699440.0-2.2409771.00.00.00.7634152.121143-0.0261872.8654430.766519-0.1764040.00.00.00.01.00.00.01.2034140.00.3351981.0-0.7499940.0-0.8440970.0-0.3373740.3133631.00.1619172.1721951.00.00.0
9-0.4274480.00.02.3177790.4925750.2809511.00.00.02.2083110.8506226.4151260.00.00.00.01.00.2290040.0c18-1.699440.00.4462341.00.00.01.9130802.506068-0.3683392.9775140.6875030.2659370.01.00.00.00.00.00.01.2034140.0-1.7875791.0-0.7499940.01.1846981.0-0.3373740.3133631.00.1619172.3853171.00.01.0

Last rows

animal_costbank_accountbicyclebiopesticidebuffalosbullscarcell_phonecoolercotton_incomecotton_pricecowscrop_insurancedrinking_water_1drinking_water_2drinking_water_3drinking_water_4educationelectricityfarmer_idfertiliserfridgegoatshousing_1housing_2housing_3income_intercropincome_organicincome_otherinput_costintercrop_rateirrigation_costirrigation_source_0irrigation_source_1irrigation_source_2irrigation_source_3irrigation_source_4irrigation_source_6irrigation_statuslabour_costlife_insurancelivestock_incomeloanmachinery_costmotorcycleother_costploughing_cartpostharvest_acrepoultryseed_typesheeptotal_costtractortvweeder
5381.0184870.00.0-0.4163990.492575-3.3847861.00.00.0-1.072787-1.201800-0.1558820.00.00.00.01.00.2290040.0t90-0.5115660.00.4462340.01.00.0-1.088925-0.936089-0.246556-0.315001-1.327422-1.8288291.00.00.00.00.00.01.0-1.2625200.0-1.0320141.00.9607100.0-0.8440971.0-0.3373740.3133630.00.161917-0.7533261.00.00.0
5392.4644230.00.01.1459890.4925750.2809511.00.00.00.2756240.791239-0.1558820.00.00.00.01.00.2290040.0t910.6763080.00.4462341.00.00.02.030806-0.842109-0.246556-0.3150010.7665191.3438270.00.01.00.00.00.00.01.2034141.0-1.0320141.00.9607100.01.1846981.02.9640710.3133631.00.1619171.4942841.00.00.0
540-0.4274480.00.0-0.4163990.4925750.2809511.00.00.00.4250700.846911-0.1558820.00.00.00.01.00.2290040.0t920.6763080.00.4462341.00.00.00.1394690.218568-0.142171-0.3150010.7665190.2659370.00.01.00.00.00.00.00.8035330.0-0.3843871.0-0.7499940.01.1846981.0-0.3373740.3133631.00.1619170.0492841.00.00.0
541-0.4274480.01.0-0.4163990.4925750.2809511.00.00.02.0910020.861757-0.1558820.00.00.00.01.00.2290040.0t93-0.5115660.00.4462340.01.00.00.3557903.511390-0.142171-0.3150010.6875030.2659370.00.01.00.00.00.00.00.8035330.0-0.3843871.0-0.7499941.01.1846981.0-0.3373740.3133631.00.1619170.0492841.00.01.0
542-0.4274480.01.0-0.4163990.4925750.2809511.00.00.00.7138360.832065-0.1558820.00.00.00.01.00.2290040.0t94-1.6994401.00.4462341.00.00.00.2023790.789332-0.142171-0.3150010.8060280.2659370.00.01.00.00.00.00.00.8035330.0-0.3843871.0-0.7499940.01.1846981.0-0.3373740.3133631.00.1619170.0492841.00.00.0
543-0.4274480.01.0-0.4163990.4925750.2809511.01.00.0-1.072787-1.201800-0.1558820.00.00.00.01.00.2290040.0t950.6763081.00.4462341.00.00.0-1.088925-0.936089-0.142171-0.315001-1.327422-1.8288291.00.00.00.00.00.01.0-1.2625200.0-0.3843871.00.9607100.0-0.8440971.0-0.3373740.3133630.00.161917-1.0556271.00.00.0
544-0.4274480.01.00.3647950.4925750.2809511.00.00.0-1.072787-1.201800-0.1558820.00.00.00.01.00.2290040.0t960.6763081.00.4462340.01.00.0-1.088925-0.936089-0.142171-0.315001-1.3274220.7133630.00.01.00.00.00.00.0-0.4627580.0-0.3843871.02.6714140.0-0.8440971.02.9640710.3133630.00.1619170.2291531.00.01.0
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